{"id":"W2321984430","doi":"","title":"Demands, Challenges, and Rewards: The First Year Experiences of International and Domestic Students at Four Canadian Universities","year":2005,"lang":"en","type":"article","venue":"","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Political science; Public relations; Pedagogy; Economic growth; Sociology; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004678813,0.00104716,0.001206043,0.001552815,0.0470014,0.01453934,0.003756043,0.003970444,0.004272948],"category_scores_gemma":[0.009840936,0.0009705454,0.0005953353,0.002552431,0.01024381,0.003708604,0.01542114,0.00894032,0.0007619112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03464581,"about_ca_system_score_gemma":0.0648471,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7633811,"about_ca_topic_score_gemma":0.9274054,"domain_scores_codex":[0.9898873,0.001747095,0.0001491275,0.0003213376,0.001542214,0.006352922],"domain_scores_gemma":[0.9810371,0.001264399,0.001214838,0.0001933041,0.002724106,0.01356625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001345958,0.0002973677,0.03024314,0.00006395615,0.00001392562,0.0008447266,0.951482,0.00008435475,0.0005187402,0.001297963,0.005751308,0.009267855],"study_design_scores_gemma":[0.000002659866,0.0000358138,0.007340748,0.00001970091,0.000002705004,0.00005362826,0.9857383,0.00001857749,0.00004418641,0.00006302283,0.006658281,0.00002246435],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868523,0.0004270792,0.00008621435,0.00259374,0.0001561347,0.00006073555,0.00008005373,0.00001013123,0.009733664],"genre_scores_gemma":[0.9896909,0.0004349125,0.0001104238,0.0007988181,0.00002904177,0.00003656826,0.00006923164,0.00001735076,0.008812823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2366189,"threshold_uncertainty_score":0.4760247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02792133613251911,"score_gpt":0.3025333478576936,"score_spread":0.2746120117251745,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}